{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f2ea4cf2-948d-4b3a-9f77-3fe823977e97",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "start_time = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "af36e92c-c486-4d28-9533-a6d1ffa247c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn import svm\n",
    "from sklearn.multiclass import OneVsOneClassifier\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2d7d1fb-8847-4c61-bd79-6e998232e9e3",
   "metadata": {},
   "source": [
    "### 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e5853a08-5483-4195-9cbb-eced5aa69efb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 选择图片和设置路径\n",
    "target = 2\n",
    "data_name = ['0618', '0854', '1066'][target - 1]\n",
    "\n",
    "data_path = f'../RGB_data/UniformSampler_{data_name}_3x3_multi_labelme.csv'  # 训练集\n",
    "pred_path = f'./result_img/pred_svm_{data_name}.png'  # 模型预测结果二值图\n",
    "img_path = f'../input_data/{data_name}.png'  # 测试集\n",
    "binary_path = f'../input_data/{data_name}_label.png'  # 测试集评估用的二值图\n",
    "smoothed_path = f'./result_img/smoothed_pred_svm_{data_name}.png'  # 光滑处理图片保存"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e93094c-b9d5-4f5e-8eee-7ffc556f7b32",
   "metadata": {},
   "source": [
    "### 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4acc6910-f090-49e5-a161-33efaae33f41",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载数据\n",
    "data = pd.read_csv(data_path)\n",
    "\n",
    "# 提取特征和标签\n",
    "features = data.drop(columns=['Label']).values  # 去掉标签列\n",
    "labels = data['Label'].values\n",
    "\n",
    "# 划分训练集和验证集\n",
    "X_train, X_val, y_train, y_val = train_test_split(features, labels, test_size=0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab68214f-0d63-4aee-ad55-173aa12b04ff",
   "metadata": {},
   "source": [
    "训练和预测评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5aaceaaf-9a0d-4bfb-979d-29a7c5f688f8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 84 candidates, totalling 840 fits\n",
      "Best parameters: {'estimator__C': 10, 'estimator__class_weight': None, 'estimator__gamma': 0.001, 'estimator__kernel': 'rbf'}\n",
      "Best cross-validation score: 0.8975291695264241\n",
      "Validation dataset Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.89      0.92       154\n",
      "           1       0.83      0.96      0.89       136\n",
      "           2       1.00      0.57      0.72        23\n",
      "\n",
      "    accuracy                           0.90       313\n",
      "   macro avg       0.93      0.81      0.85       313\n",
      "weighted avg       0.91      0.90      0.90       313\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#网格搜索\n",
    "svc_grid = svm.SVC(kernel='rbf', probability=True)\n",
    "\n",
    "#使用OneVsOneClassifier包装分类器\n",
    "ovo_svc_grid = OneVsOneClassifier(svc_grid)\n",
    "\n",
    "param_grid = {\n",
    "    'estimator__C' : [100, 10, 1, 0.1, 0.01, 0.001, 0.0001],\n",
    "    'estimator__gamma' : [0.001, 0.01, 0.1, 1, 10, 100],\n",
    "    'estimator__kernel' : ['rbf'],\n",
    "    'estimator__class_weight': [None, 'balanced']\n",
    "}\n",
    "\n",
    "#estimator是上面创建的OneVsOneClassifier实例\n",
    "grid_search = GridSearchCV(estimator=ovo_svc_grid, param_grid=param_grid,\n",
    "                           cv=10, scoring='accuracy', verbose=1)\n",
    "#模型训练\n",
    "grid_search.fit(X_train, y_train)\n",
    "\n",
    "# 输出最佳参数和最佳分数\n",
    "print(\"Best parameters:\", grid_search.best_params_)\n",
    "print(\"Best cross-validation score:\", grid_search.best_score_)\n",
    "\n",
    "#使用最佳参数和训练集数据训练最终模型\n",
    "clf = grid_search.best_estimator_\n",
    "# 在验证集上进行预测并做评估\n",
    "y_val_pred = clf.predict(X_val)\n",
    "print(\"Validation dataset Evaluation:\")\n",
    "print(classification_report(y_val, y_val_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a5e57c2-daa9-41fa-b70f-b0e7b1e2efdc",
   "metadata": {},
   "source": [
    "测试集上评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4ceffd3c-a932-49be-a6ce-1d228a21a894",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读入测试集\n",
    "img = cv2.imread(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "24d8c692-2c8a-45aa-bc54-ee09372f4cf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Padding layer\n",
    "# print(img.shape)\n",
    "# img = cv2.copyMakeBorder(img, 1, 1, 1, 1, cv2.BORDER_REFLECT, value=(0, 0, 0))\n",
    "# print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "193f502c-ad78-4cfb-a722-9d0c4fa0d8f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(123504, 27)\n",
      "(250, 500)\n"
     ]
    }
   ],
   "source": [
    "# 读取图片大小\n",
    "height, width, _ = img.shape\n",
    "# 准备测试集特征矩阵\n",
    "test_features = []\n",
    "\n",
    "# 对测试集做同样的3x3处理方便后面按照3x3进行预测\n",
    "# 对于每个像素(除去边缘)，提取周围3*3=9个像素的特征存入特征矩阵\n",
    "# 每一行都是一个像素点的27个特征，这可以保证预测是对中心点进行\n",
    "for y in range(1, height - 1):\n",
    "    for x in range(1, width - 1):\n",
    "        # 中心为(x, y)\n",
    "        feature_vector = img[y-1:y+2, x-1:x+2].flatten()\n",
    "        test_features.append(feature_vector)\n",
    "\n",
    "# 将特征列表转换为NumPy数组\n",
    "test_features_array = np.array(test_features)\n",
    "print(test_features_array.shape)\n",
    "\n",
    "# 在测试集上预测\n",
    "y_test_pred = clf.predict(test_features_array)\n",
    "\n",
    "# 创建一个与原图大小相同的空白图像，初始化为全0(黑色,即背景)\n",
    "segmented_img = np.zeros((height, width), dtype=np.uint8)\n",
    "# 将预测结果重塑为原始图像对应大小填入数据\n",
    "segmented_img[1:-1, 1:-1] = y_test_pred.reshape(height - 2, width - 2)\n",
    "print(segmented_img.shape)\n",
    "\n",
    "# 对边缘和分界点进行处理全部设置为背景\n",
    "segmented_img[0, :] = segmented_img[-1, :] = 0  # 设置第一行和最后一行为0\n",
    "segmented_img[:, 0] = segmented_img[:, -1] = 0  # 设置第一列和最后一列为0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b76b926-21c5-428a-8573-57165369aea8",
   "metadata": {},
   "source": [
    "可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c0d10f42-25fe-48de-982e-432d1d03c7ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test dataset Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.87      0.92     76612\n",
      "           1       0.82      0.96      0.88     48388\n",
      "\n",
      "    accuracy                           0.90    125000\n",
      "   macro avg       0.89      0.91      0.90    125000\n",
      "weighted avg       0.91      0.90      0.90    125000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成二值图：只有标签1（道路）为白色，其余为黑色\n",
    "binary_output = np.zeros_like(segmented_img)\n",
    "binary_output[segmented_img == 1] = 255  # 将道路标签染成白色\n",
    "\n",
    "# 保存二值化预测图像\n",
    "cv2.imwrite(pred_path, binary_output)\n",
    "\n",
    "# 计算和打印测试集上的评价指标\n",
    "# 读取二值化图像\n",
    "binary_img = cv2.imread(binary_path, cv2.IMREAD_GRAYSCALE)\n",
    "print(\"Test dataset Evaluation:\")\n",
    "print(classification_report(binary_img.flatten() // 255, binary_output.flatten() // 255))\n",
    "\n",
    "# 显示原图和预测结果\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# 显示原图\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示预测的二值图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(binary_output, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5282b33d-9a13-408f-ae11-971c735585c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Smoothed Image Evaluation:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.93      0.94     76612\n",
      "           1       0.90      0.92      0.91     48388\n",
      "\n",
      "    accuracy                           0.93    125000\n",
      "   macro avg       0.92      0.93      0.93    125000\n",
      "weighted avg       0.93      0.93      0.93    125000\n",
      "\n",
      "Smoothed Confusion Matrix:\n",
      "[[71424  5188]\n",
      " [ 3688 44700]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取二值化图像\n",
    "binary_img = cv2.imread(binary_path, cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 设定结构元素大小\n",
    "kernel_size = 5  # 可以根据需要调整大小\n",
    "kernel = np.ones((kernel_size, kernel_size), np.uint8)\n",
    "\n",
    "# 进行形态学开运算\n",
    "smoothed_img = cv2.morphologyEx(binary_output, cv2.MORPH_OPEN, kernel)\n",
    "\n",
    "# 将平滑后的二值图进行评估\n",
    "original_labels = binary_img.flatten() // 255  # 原始标签\n",
    "smoothed_pred = smoothed_img.flatten() // 255  # 平滑后的预测图\n",
    "\n",
    "# 确保两个数组的长度一致\n",
    "if original_labels.shape[0] != smoothed_pred.shape[0]:\n",
    "    print(f\"Warning: Shapes mismatch! Original: {original_labels.shape[0]}, Smoothed: {smoothed_pred.shape[0]}\")\n",
    "\n",
    "# 计算和打印平滑后的评价指标\n",
    "print(\"Smoothed Image Evaluation:\")\n",
    "print(classification_report(original_labels, smoothed_pred))\n",
    "\n",
    "# 计算混淆矩阵\n",
    "smoothed_conf_matrix = confusion_matrix(original_labels, smoothed_pred)\n",
    "print(\"Smoothed Confusion Matrix:\")\n",
    "print(smoothed_conf_matrix)\n",
    "\n",
    "# 显示原始二值图与处理后的图像\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "# 显示原始二值图\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(binary_img, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示原始二值图\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(binary_output, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "# 显示平滑后的图像\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.imshow(smoothed_img, cmap='gray')\n",
    "plt.title('')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# 保存平滑后的图像\n",
    "cv2.imwrite(smoothed_path, smoothed_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9bc79671-f251-4547-928c-c45b93310fee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time: 225.38421750068665 seconds\n"
     ]
    }
   ],
   "source": [
    "end_time = time.time()\n",
    "# 计算并打印运行时间\n",
    "elapsed_time = end_time - start_time\n",
    "print(f\"Elapsed time: {elapsed_time} seconds\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
